Every new model announcement leads with impressive SWE-bench numbers but buries whether the result is zero-shot or scaffolded. The delta is enormous. MiniMax M2.7 at least separates SWE-Pro scaffolded (56.22%) from base, but most papers just quietly report peak numbers. If you are not disclosing you
